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20 articles found

· · Dev.to

Startup Automation in 2026: The Opportunities, Risks, and Limits of AI-Driven Growth

Startups have always faced the same challenge: Too much work, too little time, and not enough people. In the past, solving that problem usually meant hiring more employees, outsourcing operational work, or asking the existing team to take on even more responsibilities. In 2026, startups have another

#cloud
· · Dev.to

Mac Studio M4 Max vs Mac Mini M4 Pro for Local AI in 2026: Is the $600 Upgrade to 546 GB/s Worth It?

This article was originally published on runaihome.com TL;DR: The Mac Studio M4 Max roughly doubles token generation speed on every model size, at twice the memory bandwidth, for a $600 premium over the Mac Mini M4 Pro. For 70B models, that gap is the difference between 14 tok/s (usable but slow) an

#cloud-computing#ai-hardware#mac-studio#performance-upgrade
· · Dev.to

I Lead AI Agents Every Day - Here Are 5 Shifts No Standard Tells You How to Make

A Google DeepMind safety lead said this week that they're putting $10M behind multi-agent safety because "there just isn't really a field of research for multi-agent safety yet." I read that and laughed, because I'm already running the thing the research field doesn't exist for yet. Most of us are.

#cloud
SpaceX's IPO May Spark a Dose of Reality for Nasdaq Investors
· · Coinpedia

SpaceX's IPO May Spark a Dose of Reality for Nasdaq Investors

The post SpaceX’s Historic IPO Will Trigger a Nasdaq Sell-Off? Says Analyst Michael Burry appeared first on Coinpedia Fintech News The biggest IPO in market history is finally here. Elon Musk’s SpaceX began trading on Nasdaq at $135 per share, raising $75 billion and achieving a massive $1.77 trilli

#crypto
· · Dev.to

Busting Kubernetes Myths: Why External AKS Dependencies Often Go Undetected

Introduction One of the most common mistakes during incident response is assuming Kubernetes is the problem simply because the application runs on Kubernetes. A customer reports an outage. Requests start timing out. Applications return errors. Transactions begin failing. The first reaction is usuall

#kubernetes#cloud-computing#aks#incident-response#debugging
· · Dev.to

How I Built a Property Matching System Using Euclidean Distance

Most accommodation platforms sort by price and star ratings. When I started building Voyera, a ski accommodation platform for Niseko, Japan, I wanted something different: a system that understands what each guest actually cares about and matches them to properties accordingly. The result is the Voye

#cloud-computing#property-tech#euclidean-distance#accommodation-platform
· · Dev.to

A zero-dep CLI that scans your GitHub Actions for the mistakes that actually get repos compromised

Your CI workflow is the softest target in your repo. It runs automatically, it GITHUB_TOKEN that can push commits, and it can read your secrets. The tj-actions/changed-files — all came mutable action , so when the upstream tag got repointed at malicious code, every consumer The uncomfortable stat: 7

#cloud
· · Dev.to

Cloud Secrets Unlocked: What's the Real Deal Behind REST APIs?

You open Instagram.Your feed loads. You like a post. You follow someone.Every single one of those actions is a REST API call happening behind the screen. College taught me GET, POST, PUT, DELETE, status codes, endpoints, JSON.I memorized it. Answered exam questions about it. Then I sat down to build

#cloud-computing#rest-api#api-design#backend-development#cloud-architecture
· · Dev.to

Physical AI just got its platform layer. Nvidia is the only candidate. Here's what you missed this week.

NEURA closed a $1.4B record round, robots grew hands that can feel, and someone is racing to own the Physical AI ecosystem. Value Description $1.4BN NEURA Series C record $55.8B Raised in robotics 2026 75 DoF Sharpa Wave + Unitree 20x Less real-robot data needed Three days. Three storylines that cha

#cloud-computing#physical-ai#robotics#nvidia#series-c-funding
· · Dev.to

One good example beat every AI writing rule I wrote

I've been building an AI-assisted content pipeline around Codenames AI — field reports from the repo, drafted in markdown, synced to dev.to. The part I assumed would be hard was publish automation. The part that actually burned time was teaching the model how to sound like me. I started where most p

#cloud-computing#ai-assistance#content-automation#markdown#devops
Navigating Technical Debt: Safeguarding Your Code from Neglect
· · Dev.to

Navigating Technical Debt: Safeguarding Your Code from Neglect

La deuda técnica representa las decisiones de desarrollo que priorizan la entrega rápida sobre una solución óptima, generando una "deuda" que debe pagarse más adelante. No toda deuda es mala: la deuda intencional y documentada puede ser una decisión estratégica válida. La deuda accidental y negligen

#cloud-computing#technical-debt#software-development#devops
· · Dev.to

I got tired of SSH and Loki for four containers, so I built DockLog

If you run a few containers on one VPS or homelab box, you've probably lived this loop: SSH in docker logs -f something Realize someone else on your team needs the same thing Either hand out SSH keys or start designing an observability stack you don't actually need yet I hit that wall with staging a

#cloud
· · Dev.to

Where Claude Code Tokens Actually Go (and How to Cut the Waste)

If your Claude Code API bill feels high, the cause is rarely too many turns. It is a handful of measurable patterns: re-reading the same files, oversized tool output, and cache misses. The data is in the transcripts Claude Code already writes to ~/.claude/projects/. Full guide and a free tool: https

#cloud-computing#api#data-optimization#cost-management
· · SecurityWeek

Google Confirms Exploitation of Oracle PeopleSoft Zero-Day by ShinyHunters

Oracle has mitigated CVE-2026-35273, but it has not publicly confirmed the vulnerability’s in-the-wild exploitation. The post Google Confirms Exploitation of Oracle PeopleSoft Zero-Day by ShinyHunters appeared first on SecurityWeek.

#security
· · Bleeping Computer

Over 73,000 French govt employees affected in Tchap messenger breach

The French government revealed that a recent breach of its Tchap encrypted messaging platform affects the accounts of over 73,000 employees in the French public sector. [...]

#security
KOSPI Surges 8.5% on Hopes of Middle East De-Escalation
· · Coinpedia

KOSPI Surges 8.5% on Hopes of Middle East De-Escalation

The post KOSPI Surges 8.5% on Hopes of Middle East De-Escalation appeared first on Coinpedia Fintech News South Korea’s KOSPI jumped more than 8.5%, marking one of the strongest rallies in the benchmark index’s history. The surge added an estimated ₩620.5 trillion (about $425 billion) in market valu

#crypto
Elon Musk Net Worth – Is he the World’s First Trillionaire?
· · Coinpedia

Elon Musk Net Worth – Is he the World’s First Trillionaire?

The post Elon Musk Net Worth – Is he the World’s First Trillionaire? appeared first on Coinpedia Fintech News The upcoming SpaceX IPO could make Elon Musk the world’s first trillionaire, according to estimates based on his ownership stakes. Musk’s holding in SpaceX is valued at roughly $866 billion,

#crypto
Michael Saylor clarifies company strategy on Bitcoin sales.
· · Coinpedia

Michael Saylor clarifies company strategy on Bitcoin sales.

The post Michael Saylor: ‘I Never Said the Company (Strategy) Wouldn’t Sell Its Bitcoin’ appeared first on Coinpedia Fintech News Bitcoin advocate and Strategy co-founder Michael Saylor has responded to the Bitcoin community over Strategy’s recent sale of 32 BTC. Saylor said he never claimed that St

#crypto
Monero Surges 12% — What’s Driving XMR’s Market Leadership?
· · Coinpedia

Monero Surges 12% — What’s Driving XMR’s Market Leadership?

The post Monero Price Jumps 12% — Why Is XMR Suddenly Leading the Crypto Market? appeared first on Coinpedia Fintech News Monero price is suddenly back in the spotlight, and traders think this move may be bigger than a one-day rally. After spending weeks trading quietly beneath resistance, XMR surge

#monero#crypto-market#xmr#cryptocurrency#price-jump
Why Are Privacy Coins Surging Today? Zcash and Monero Lead Crypto Market Rotation
· · Coinpedia

Why Are Privacy Coins Surging Today? Zcash and Monero Lead Crypto Market Rotation

The post Why Are Privacy Coins Surging Today? Zcash and Monero Lead Crypto Market Rotation appeared first on Coinpedia Fintech News Privacy-focused cryptocurrencies are back in the spotlight. Led by Zcash (ZEC) and Monero (XMR), the sector has emerged as one of the strongest performers as fresh buyi

#crypto

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